Yield prediction of root crops in field using remote sensing: A comprehensive review

H Jiang, L Jiang, L He, BG Murengami, X **g… - … and Electronics in …, 2024 - Elsevier
Yield information of root crops guides precision agriculture efforts and optimizes resource
allocation. Predicting root crops prior to harvest is crucial to crop management and planning …

[HTML][HTML] Grain Crop Yield Prediction Using Machine Learning Based on UAV Remote Sensing: A Systematic Literature Review

J Yuan, Y Zhang, Z Zheng, W Yao, W Wang, L Guo - Drones, 2024 - mdpi.com
Preharvest crop yield estimation is crucial for achieving food security and managing crop
growth. Unmanned aerial vehicles (UAVs) can quickly and accurately acquire field crop …

Soybean yield estimation and lodging classification based on UAV multi-source data and self-supervised contrastive learning

L Zhou, Y Zhang, H Chen, G Sun, L Wang, M Li… - … and Electronics in …, 2025 - Elsevier
Unmanned aerial vehicle (UAV) platforms are increasingly used to obtain plant phenotypes
in crop breeding for their efficiency and versatility. A lightweight UAV was used to collect …

[HTML][HTML] Long Short-Term Memory Neural Network with Attention Mechanism for Rice Yield Early Estimation in Qian Gorlos County, Northeast China

J Li, Y **e, L Liu, K Song, B Zhu - Agriculture, 2025 - mdpi.com
Rice is one of the most extensively cultivated food crops in Northeast China. Estimating pre-
harvest rice yield is important for accurately formulating field management strategies and …

[HTML][HTML] Multi-Genotype Rice Yield Prediction Based on Time-Series Remote Sensing Images and Dynamic Process Clustering

Q Li, S Zhao, L Du, S Luo - Agriculture, 2024 - mdpi.com
Predicting rice yield in a timely, precise, and efficient manner is crucial for directing
agricultural output and creating food policy. The goal of this work was to create a stable, high …

Method for Monitoring Wheat Growth Status and Estimating Yield Based on UAV Multispectral Remote Sensing

J Zhu, Y Li, C Wang, P Liu, Y Lan - Agronomy, 2024 - mdpi.com
An efficient and accurate estimation of wheat growth and yield is important for wheat
assessment and field management. To improve the accuracy and stability of wheat growth …